• 제목/요약/키워드: computation time reduction

검색결과 221건 처리시간 0.023초

An Efficient Service Function Chains Orchestration Algorithm for Mobile Edge Computing

  • Wang, Xiulei;Xu, Bo;Jin, Fenglin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권12호
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    • pp.4364-4384
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    • 2021
  • The dynamic network state and the mobility of the terminals make the service function chain (SFC) orchestration mechanisms based on static and deterministic assumptions hard to be applied in SDN/NFV mobile edge computing networks. Designing dynamic and online SFC orchestration mechanism can greatly improve the execution efficiency of compute-intensive and resource-hungry applications in mobile edge computing networks. In order to increase the overall profit of service provider and reduce the resource cost, the system running time is divided into a sequence of time slots and a dynamic orchestration scheme based on an improved column generation algorithm is proposed in each slot. Firstly, the SFC dynamic orchestration problem is formulated as an integer linear programming (ILP) model based on layered graph. Then, in order to reduce the computation costs, a column generation model is used to simplify the ILP model. Finally, a two-stage heuristic algorithm based on greedy strategy is proposed. Four metrics are defined and the performance of the proposed algorithm is evaluated based on simulation. The results show that our proposal significantly provides more than 30% reduction of run time and about 12% improvement in service deployment success ratio compared to the Viterbi algorithm based mechanism.

Numerical data-driven machine learning model to predict the strength reduction of fire damaged RC columns

  • HyunKyoung Kim;Hyo-Gyoung Kwak;Ju-Young Hwang
    • Computers and Concrete
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    • 제32권6호
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    • pp.625-637
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    • 2023
  • The application of ML approaches in determining the resisting capacity of fire damaged RC columns is introduced in this paper, on the basis of analysis data driven ML modeling. Considering the characteristics of the structural behavior of fire damaged RC columns, the representative five approaches of Kernel SVM, ANN, RF, XGB and LGBM are adopted and applied. Additional partial monotonic constraints are adopted in modelling, to ensure the monotone decrease of resisting capacity in RC column with fire exposure time. Furthermore, additional suggestions are also added to mitigate the heterogeneous composition of the training data. Since the use of ML approaches will significantly reduce the computation time in determining the resisting capacity of fire damaged RC columns, which requires many complex solution procedures from the heat transfer analysis to the rigorous nonlinear analyses and their repetition with time, the introduced ML approach can more effectively be used in large complex structures with many RC members. Because of the very small amount of experimental data, the training data are analytically determined from a heat transfer analysis and a subsequent nonlinear finite element (FE) analysis, and their accuracy was previously verified through a correlation study between the numerical results and experimental data. The results obtained from the application of ML approaches show that the resisting capacity of fire damaged RC columns can effectively be predicted by ML approaches.

고장수목 정점사상 이용 불능도의 불확실성 분석용 방법 개발 (Development of a Method for Uncertainty Analysis in the Top Event Unavailability)

  • Sang Hoon Han;Chang Hyun Chung;Kun Joong Yoo
    • Nuclear Engineering and Technology
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    • 제16권2호
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    • pp.97-105
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    • 1984
  • 고장수목 정점사상에 대한 이용불능도의 불화실성을 분석하기 위한 방법 및 전산코드를 개발하였으며 그 유용성을 검증하였다. 이 방법은 몬테카를로 방법과 모멘트 방법을 고장수목 축소 기법과 함께 조합하여 개발하였고 WASH-1400에 있는 고장수목과 신뢰도 자료를 이용하여 본 연구에서 개발된 코드의 효율성을 검증하였다. 몬테카를로 방법과의 비교결과 이 방법을 이응하면 계산시간을 상당히 줄일 수 있으며 충분히 정확한 결과를 얻을 수 있음을 입증하였다.

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계통분할에 의한 전력계통 상태추정 (Partitioned State Estimation in Electric Power Systems)

  • 박석춘;최상봉;문영현
    • 대한전기학회논문지
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    • 제37권7호
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    • pp.427-433
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    • 1988
  • 본 논문에서는 계통을 분할하여 분할된 지역간의 경계선로에 대학 조류측정을 하여 계통을 축소하는데 근거한 계통분할 알고리즘을 제시한다. 즉 전력계통을 여러개의 종속계통으로 나누면 반그시 경계선로가 파생되는데 이 경계선로 조류를 정확히 추정할 수 있으면 각 종속계통에 대한 상태추정을 개별적으로 행할 수 있으므로 각 종속계통에 대한 경계선로 조류를 추정하는 면밀한 방법을 제시하였다. 까라서, 제시된 알고리즘을 쓰면 종속계통에서 상태추정을 개별적으로 수행할 수 있기 때문에 계산시간과 메모리 용량을 현저히 줄일 수 있다. 제시된 알고리즘을 IEEE 샘플계통에 적용하여 설계통 적용 가능성을 보였다.

개선된 부하차단에 관한 전문가 시스템 (Expert System On Advanced load shedding)

  • 김재철;김응상;유미복
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1991년도 하계학술대회 논문집
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    • pp.354-357
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    • 1991
  • In the case of system operation, a line overload cause damage to spread an whole range of power system. Of the theorems on load shedding, this study applied power distribution theorem and load reduction theorem which are local load shedding method, which are not affected by the magnitude of the power system and need not a large memory capacity and computation time. In this paper, we treat the problem of overload when power system occurred to fatal fault. Especially, there is the special case that local load shedding theorem is not always solved. Therefore, we introduce a solved device of the problem and construct the expert system of expanded local load shedding. Because proposed method uses the merits of expert system, in the case of system operation, the system operator don't embarrass to fatal fault and promptly deals with.

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수퍼스칼라 마이크로프로세서용 부동 소수점 승산기의 설계 (A design of floating-point multiplier for superscalar microprocessor)

  • 최병윤;이문기
    • 한국통신학회논문지
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    • 제21권5호
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    • pp.1332-1344
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    • 1996
  • This paper presents a pipelined floating point multiplier(FMUL) for superscalar microprocessors that conbines radix-16 recoding scheme based on signed-digit(SD) number system and new rouding and normalization scheme. The new rounding and normalization scheme enable the FMUL to compute sticky bit in parallel with multiple operation and elminate timing delay due to post-normalization. By expoliting SD radix-16 recoding scheme, we can achieves further reduction of silicon area and computation time. The FMUL can execute signle-precision or double-precision floating-point multiply operation through three-stage pipelined datapath and support IEEE standard 754. The algorithm andstructure of the designed multiplier have been successfully verified through Verilog HOL modeling and simulation.

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온라인 좌표 역변환 알고리듬의 개발과 이의 실험적 수행 (Development of on-line inverse kinematic algorithm and its experimental implementation)

  • 오준호;박서욱;이두현
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1988년도 한국자동제어학술회의논문집(국내학술편); 한국전력공사연수원, 서울; 21-22 Oct. 1988
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    • pp.16-20
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    • 1988
  • This paper presents a new algorithm for solving the inverse kinematics in real-time applications. The end-tip movement of each link can be resolved into the basic resolution unit, .DELTA.l, which depends on link length, reduction ratio and resolution of the incremental encoder attached to the joint. When x- and y-axis projection of the end-tip movement are expressed in .DELTA.l unit, projectional increments .DELTA.x and .DELTA.y become -1, 0 or I by truncation. By using the incremental computation with these ternary value and some simple logic rules, a coordinate transformation can be realized. Through this approach, it should be noted that the floating-point arithmetic and the manipulation of trigonometric functions are completely eliminated. This paper demonstrates the proposed method in a parallelogram linkage type, two-link arm.

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ADVANCED DOMAIN DECOMPOSITION METHOD BY LOCAL AND MIXED LAGRANGE MULTIPLIERS

  • Kwak, Junyoung;Chun, Taeyoung;Cho, Haeseong;Shin, Sangjoon;Bauchau, Olivier A.
    • Journal of the Korean Society for Industrial and Applied Mathematics
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    • 제18권1호
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    • pp.17-26
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    • 2014
  • This paper presents development of an improved domain decomposition method for large scale structural problem that aims to provide high computational efficiency. In the previous researches, we developed the domain decomposition algorithm based on augmented Lagrangian formulation and proved numerical efficiency under both serial and parallel computing environment. In this paper, new computational analysis by the proposed domain decomposition method is performed. For this purpose, reduction in computational time achieved by the proposed algorithm is compared with that obtained by the dual-primal FETI method under serial computing condition. It is found that the proposed methods significantly accelerate the computational speed for a linear structural problem.

협동 최적화 접근 방법에 의한 타분야 최적 설계에 관한 연구 (A Study on the Multidisciplinary Design Optimization Using Collaborative Optimization Approach)

  • 노명일;이규열
    • 한국CDE학회논문집
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    • 제5권3호
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    • pp.263-275
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    • 2000
  • Multidisciplinary design optimization(MDO) can yield optimal design considering all the disciplinary requirements concurrently. A method to implement the collaborative optimization(CO) approach, one of the MDO methodologies, is developed using a pre-compiler “EzpreCompiler”, a design optimization library “EzOptimizer”, and a common object request broker architecture(CORBA) in distributed computing environment. The CO approach is applied to a mathematical example to show its applicability and equivalence to standard optimization(SO) formulation. In a realistic engineering problem such as optimal design of a two-member hub frame, optimal design of a speed reducer and initial design of a bulk carrier, the CO yields better results than the SO. Furthermore, the CO allows the distributed processing using the CORBA, which leads to reduction of overall computation time.

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Taguchi 방법과 FEM을 이용한 BLDC 전동기 회전자 자극의 최적설계 (Optimal Design of Rotor Pole of BLDC Motor Using Taguchi Method and FEM)

  • 김지현;이현국;권영안
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2002년도 춘계학술대회 논문집 전기기기 및 에너지변환시스템부문
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    • pp.40-42
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    • 2002
  • This paper presents the optimal design of BLDC motor keeping the average torque and cogging toruqe of the initial model while minimizing the volume of magnet pole by FEM and Taguchi method. Experimental tests are performed by Finite element method, and the second order polynomial equations are obtained from FEM results due to design parameter variation referred to orthogonal arrays by Taguchi. The presented optimization shows a big reduction of computation time and a largely reduced volume of magnet pole.

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